{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from copy import deepcopy\n",
    "import matplotlib.pyplot as plt\n",
    "from Bio import Phylo\n",
    "#import dendropy\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ebola_tree = Phylo.read('my_ebola.nex', 'nexus')\n",
    "ebola_tree.name = 'Ebolavirus tree'\n",
    "ebola_simple_tree = Phylo.read('ebola_simple.nex', 'nexus')\n",
    "ebola_simple_tree.name = 'Ebolavirus simplified tree'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " , BDBV\n",
      " |\n",
      " | BDBV\n",
      "_|\n",
      " , BDBV\n",
      " |\n",
      " , BDBV\n",
      " |\n",
      " , BDBV\n",
      " |\n",
      " |            _____________ TAFV\n",
      " |           |\n",
      " |___________|                         _____________________________ SUDV\n",
      "             |             ___________|\n",
      "             |            |           |__________________________ RESTV\n",
      "             |____________|\n",
      "                          |               , EBOV2014\n",
      "                          |_______________|\n",
      "                                          , EBOV2007\n",
      "                                          |\n",
      "                                          , EBOV1995\n",
      "                                          |\n",
      "                                          | EBOV1976\n",
      "\n",
      " , 'BDBV_KC545395'\n",
      " |\n",
      " , 'BDBV_KC545396'\n",
      " |\n",
      " |                               , 'EBOV_2007_KC242788'\n",
      " |                               |\n",
      " |                               | 'EBOV_2007_KC242787'\n",
      " |                               |\n",
      " |                               , 'EBOV_2007_KC242786'\n",
      " |                               |\n",
      " |                               | 'EBOV_2007_KC242789'\n",
      " |                               |\n",
      " |                               | 'EBOV_2007_KC242784'\n",
      " |                               |\n",
      " |                               , 'EBOV_2007_KC242785'\n",
      " |                               |\n",
      " |                               | 'EBOV_2007_KC242790'\n",
      " |                               |\n",
      " |                               , 'EBOV_1995_KC242799'\n",
      " |                               |\n",
      " |                               | 'EBOV_1995_KC242796'\n",
      " |                               |\n",
      " |                               , 'EBOV_1976_KC242801'\n",
      " |                               |\n",
      " |                               | 'EBOV_1976_AF272001'\n",
      " |                               |\n",
      " |                               , 'EBOV_2014_KM034549'\n",
      " |                               |\n",
      " |                   ____________, 'EBOV_2014_KM034550'\n",
      " |                  |            |\n",
      " |                  |            , 'EBOV_2014_KM034555'\n",
      " |                  |            |\n",
      " |                  |            , 'EBOV_2014_KM034560'\n",
      " |                  |            |\n",
      " |                  |            , 'EBOV_2014_KM034553'\n",
      " |                  |            |\n",
      " |                  |            | 'EBOV_2014_KM034552'\n",
      " |                  |            |\n",
      " |                  |            , 'EBOV_2014_KM034556'\n",
      " |                  |            |\n",
      " |                  |            | 'EBOV_2014_KM034557'\n",
      " |                  |            |\n",
      " |                  |            , 'EBOV_2014_KM034551'\n",
      " |                  |            |\n",
      " |                  |            | 'EBOV_2014_KM034558'\n",
      " |                  |            |\n",
      " |         _________|            | 'EBOV_2014_KM034562'\n",
      " |        |         |            |\n",
      " |        |         |            | 'EBOV_2014_KM034554'\n",
      " |        |         |            |\n",
      " |        |         |            , 'EBOV_2014_KM034559'\n",
      " |        |         |            |\n",
      "_|        |         |            | 'EBOV_2014_KM034561'\n",
      " |        |         |            |\n",
      " |        |         |            | 'EBOV_2014_KM034563'\n",
      " |        |         |\n",
      " |        |         |                                , 'SUDV_EU338380'\n",
      " |        |         |                                |\n",
      " |        |         |                                , 'SUDV_KC242783'\n",
      " |        |         |                                |\n",
      " |        |         |         _______________________| 'SUDV_FJ968794'\n",
      " |        |         |        |                       |\n",
      " |        |         |        |                       , 'SUDV_KC589025'\n",
      " |________|         |        |                       |\n",
      " |        |         |        |                       , 'SUDV_AY729654'\n",
      " |        |         |________|                       |\n",
      " |        |                  |                       | 'SUDV_JN638998'\n",
      " |        |                  |\n",
      " |        |                  |                    , 'RESTV_FJ621584'\n",
      " |        |                  |                    |\n",
      " |        |                  |                    |, 'RESTV_FJ621585'\n",
      " |        |                  |____________________||\n",
      " |        |                                       |, 'RESTV_JX477166'\n",
      " |        |                                       ||\n",
      " |        |                                       || 'RESTV_AB050936'\n",
      " |        |                                        |\n",
      " |        |                                        , 'RESTV_JX477165'\n",
      " |        |                                        |\n",
      " |        |                                        | 'RESTV_FJ621583'\n",
      " |        |\n",
      " |        |__________ 'TAFV_FJ217162'\n",
      " |\n",
      " | 'BDBV_FJ217161'\n",
      " |\n",
      " | 'BDBV_KC545394'\n",
      " |\n",
      " | 'BDBV_KC545393'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "Phylo.draw_ascii(ebola_simple_tree)\n",
    "Phylo.draw_ascii(ebola_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26f3de77f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 22))\n",
    "ax = fig.add_subplot(111)\n",
    "Phylo.draw(ebola_simple_tree, axes=ax, branch_labels=\n",
    "           lambda c: c.branch_length if c.branch_length > 0.02 else None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26f0188630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 22))\n",
    "ax = fig.add_subplot(111)\n",
    "from collections import OrderedDict\n",
    "my_colors = OrderedDict({\n",
    "'EBOV_2014': 'red',\n",
    "'EBOV': 'magenta',\n",
    "'BDBV': 'cyan',\n",
    "'SUDV': 'blue',\n",
    "'RESTV' : 'green',\n",
    "'TAFV' : 'yellow'\n",
    "})\n",
    "\n",
    "def get_color(name):\n",
    "    for pref, color in my_colors.items():\n",
    "        if name.find(pref) > -1:\n",
    "            return color\n",
    "    return 'grey'\n",
    "\n",
    "def color_tree(node, fun_color=get_color):\n",
    "    if node.is_terminal():\n",
    "        node.color = fun_color(node.name)\n",
    "    else:\n",
    "        my_children = set()\n",
    "        for child in node.clades:\n",
    "            color_tree(child, fun_color)\n",
    "            my_children.add(child.color.to_hex())\n",
    "        if len(my_children) == 1:\n",
    "            node.color = child.color\n",
    "        else:\n",
    "            node.color = 'grey'\n",
    "\n",
    "ebola_color_tree = deepcopy(ebola_tree)\n",
    "color_tree(ebola_color_tree.root)\n",
    "Phylo.draw(ebola_color_tree, axes=ax, label_func=\n",
    "           lambda x: x.name.split(' ')[0][1:] if x.name is not None else None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
